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The assembly mode in Emacs as called asm-mode. You can find that name by opening an assembly file and typing M-: major-mode (assuming that Emacs automatically switches to the correct mode for your files). For #+begin_src, org-mode appends -mode to the language name given, which is why #+begin_src asm leads to asm-mode being used.